{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "from prettyplotlib import plt\n",
      "from prettyplotlib import mpl\n",
      "from prettyplotlib import brewer2mpl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y = np.random.normal(size=1000).cumsum()\n",
      "    x = np.arange(1000)\n",
      "\n",
      "    # For now, you need to specify both x and y :(\n",
      "    # Still figuring out how to specify just one\n",
      "    ppl.plot(ax, x, y)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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TQ5gWe9DnWJDO0bHqTKQ6AxiK7IhWA4JBR6JpBCUtkRlNoM/VFMDlzpw4gcPhMB/72Mf4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\nTFLcABhjTFLcABhjTFLcABhjTFKvcy7G5iaOnBEAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1e64d190>"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ppl.plot??"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Note to self: need to do this on oolite because I have non-defaults set in my .matplotlibrc file\n",
      "\n",
      "import matplotlib.pyplot as mpl_plt\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "#fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y = np.random.normal(size=1000).cumsum()\n",
      "    mpl_plt.plot(y)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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YGgpRklnkcArvJ1fj+dDM2bQZOYGIHgGRkUQroVQ3JbZV2AyFdIV3ksyGcBhL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L74v8jVz8Ox3Vq2UtUBLDvWE507H3fDAWzJhRgsTkJ9BrH4WCcOo5/2thZKq8oI+d1sDWrZS1+I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\nUXwAcBzHMeoXTWEZnmeThDMAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1e64ae50>"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}